The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD

## [1] "2021-01-24"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide

## [1] "99194405 (up from 98746982 yesterday: 0.45 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2129409 (up from 2120618 yesterday: 0.41 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days

## [1] 14010798

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.15



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 25127000 132537 0.53 4428878 419214 1775 0.43 1.67
India 10667736 13203 0.12 327267 153470 131 0.09 1.44
Brazil 8844577 28323 0.32 1110831 217037 592 0.27 2.45
Russia 3679247 20800 0.57 475504 68397 478 0.70 1.86
United Kingdom 3657857 30111 0.83 995158 98129 611 0.63 2.68
France 3112055 18436 0.60 399080 73190 172 0.24 2.35
Spain 2499560 0 0.00 571295 55441 0 0.00 2.22
Italy 2466813 11628 0.47 311367 85461 299 0.35 3.46
Turkey 2429605 5277 0.22 187693 25073 140 0.56 1.03
Germany 2147769 10078 0.47 363873 52296 423 0.82 2.43
Colombia 2015485 12516 0.62 339665 51374 392 0.77 2.55
Argentina 1867223 5031 0.27 226505 46827 90 0.19 2.51
Mexico 1763219 10872 0.62 314464 149614 530 0.36 8.49
Poland 1475445 4566 0.31 156883 35363 110 0.31 2.40
South Africa 1412986 8147 0.58 312238 40874 300 0.74 2.89
Iran 1372977 5945 0.43 129543 57383 89 0.16 4.18
Ukraine 1231965 4242 0.35 124828 22926 96 0.42 1.86
Peru 1093938 11031 1.02 75839 39608 334 0.85 3.62
Indonesia 989262 11788 1.21 223912 27835 171 0.62 2.81
Netherlands 962153 4940 0.52 129451 13646 30 0.22 1.42
Czechia 937617 4256 0.46 197136 15369 99 0.65 1.64
Canada 752040 4678 0.63 145964 18767 76 0.41 2.50
Romania 711010 1816 0.26 70581 17776 54 0.30 2.50
Chile 699110 4463 0.64 80919 17933 79 0.44 2.57
Belgium 693666 1812 0.26 43655 20779 53 0.26 3.00
Portugal 636190 11721 1.88 208936 10469 275 2.70 1.65
Iraq 613763 893 0.15 15989 12993 5 0.04 2.12
Israel 597403 3442 0.58 155861 4419 78 1.80 0.74
Sweden 547166 0 0.00 109787 11005 0 0.00 2.01
Pakistan 534041 1629 0.31 45512 11318 23 0.20 2.12
Bangladesh 531799 473 0.09 15780 8023 20 0.25 1.51
Philippines 513619 1940 0.38 35812 10242 52 0.51 1.99
Switzerland 509279 0 0.00 56983 9065 15 0.17 1.78
Morocco 466289 520 0.11 23143 8150 22 0.27 1.75
Austria 404714 1202 0.30 38946 7418 29 0.39 1.83
Serbia 383603 1318 0.34 39733 3886 18 0.47 1.01
Saudi Arabia 366371 186 0.05 3310 6352 2 0.03 1.73
Japan 365899 3971 1.10 120606 5119 56 1.11 1.40
Hungary 359574 1257 0.35 31579 11968 64 0.54 3.33
Jordan 320453 934 0.29 22245 4224 7 0.17 1.32
Panama 311244 1393 0.45 57508 5063 29 0.58 1.63
Lebanon 279597 3010 1.09 90319 2320 50 2.20 0.83
United Arab Emirates 277955 3579 1.30 64724 792 9 1.15 0.28
Nepal 269450 270 0.10 7591 2001 7 0.35 0.74
Georgia 253518 546 0.22 24349 3055 17 0.56 1.21
Ecuador 241292 3060 1.28 26678 14623 27 0.18 6.06
Belarus 237611 1752 0.74 37649 1649 10 0.61 0.69
Slovakia 236476 1905 0.81 49013 4068 103 2.60 1.72
Azerbaijan 228975 287 0.13 8710 3082 10 0.33 1.35
Croatia 228920 352 0.15 15962 4827 28 0.58 2.11
Kazakhstan 225891 1496 0.67 22328 2958 3 0.10 1.31
Bulgaria 214817 121 0.06 11766 8820 9 0.10 4.11
Dominican Republic 203946 1439 0.71 30615 2531 18 0.72 1.24
Bolivia 201037 1048 0.52 38376 9985 58 0.58 4.97
Tunisia 197373 2059 1.05 53829 6234 80 1.30 3.16
Denmark 195353 754 0.39 25995 1984 14 0.71 1.02
Costa Rica 189308 0 0.00 19987 2518 0 0.00 1.33
Ireland 187554 1370 0.74 85667 2970 23 0.78 1.58
Malaysia 183801 3346 1.85 64724 678 11 1.65 0.37
Lithuania 176624 773 0.44 29987 2649 21 0.80 1.50
Armenia 166036 127 0.08 6009 3039 5 0.16 1.83
Egypt 161817 674 0.42 19630 8959 57 0.64 5.54
Kuwait 161285 384 0.24 9942 952 0 0.00 0.59
Slovenia 157830 537 0.34 32744 3360 31 0.93 2.13
Moldova 156202 265 0.17 10329 3361 14 0.42 2.15
West Bank and Gaza 155414 408 0.26 14195 1791 8 0.45 1.15
Guatemala 154212 322 0.21 15737 5465 9 0.16 3.54
Greece 151980 334 0.22 11881 5646 24 0.43 3.71
Qatar 149019 247 0.17 4582 248 0 0.00 0.17
Honduras 140929 691 0.49 17560 3447 6 0.17 2.45
Burma 137574 476 0.35 11229 3062 17 0.56 2.23
Ethiopia 133767 469 0.35 8145 2066 3 0.15 1.54
Oman 133044 558 0.42 3640 1521 4 0.26 1.14
Paraguay 127652 571 0.45 18579 2617 10 0.38 2.05
Venezuela 123709 464 0.38 9479 1148 6 0.53 0.93
Nigeria 121566 964 0.80 31486 1504 2 0.13 1.24
Bosnia and Herzegovina 119420 0 0.00 6775 4555 0 0.00 3.81
Libya 113688 1148 1.02 12274 1763 26 1.50 1.55
Algeria 105596 227 0.22 5188 2863 2 0.07 2.71

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3168528 20793 0.66 739918 37121 275 0.75 1.17 80191.08 939.48 1 in 12
Texas 2250421 7948 0.35 433535 34911 186 0.54 1.55 77611.75 1204.00 1 in 13
Florida 1649449 9535 0.58 284013 25293 129 0.51 1.53 76798.08 1177.64 1 in 13
New York 1335695 12383 0.94 311798 42325 191 0.45 3.17 68660.69 2175.69 1 in 15
Illinois 1101819 3292 0.30 121998 20680 35 0.17 1.88 86950.33 1631.97 1 in 12
Georgia 866911 4753 0.55 176011 13250 4 0.03 1.53 81649.85 1247.95 1 in 12
Ohio 864322 4481 0.52 142841 10711 31 0.29 1.24 73942.56 916.32 1 in 14
Pennsylvania 807102 3517 0.44 142189 20532 78 0.38 2.54 63045.05 1603.81 1 in 16
Arizona 722574 7217 1.01 166190 12238 68 0.56 1.69 94889.58 1607.11 1 in 11
North Carolina 718812 6096 0.86 153888 8695 109 1.27 1.21 68536.06 829.04 1 in 15
Tennessee 708717 2841 0.40 100420 8859 40 0.45 1.25 103717.10 1296.47 1 in 10
New Jersey 662808 5272 0.80 117358 20951 17 0.08 3.16 74622.14 2358.77 1 in 13
Indiana 611039 2520 0.41 84968 9716 23 0.24 1.59 90763.39 1443.21 1 in 11
Michigan 596746 0 0.00 58625 15181 0 0.00 2.54 59753.13 1520.10 1 in 17
Wisconsin 581377 1374 0.24 55132 6190 6 0.10 1.06 99851.20 1063.13 1 in 10
Massachusetts 500037 3944 0.80 112375 14133 69 0.49 2.83 71952.92 2033.67 1 in 14
Virginia 472447 3792 0.81 108682 6078 -1 -0.02 1.29 55350.71 712.08 1 in 18
Missouri 461912 2164 0.47 49074 6781 7 0.10 1.47 75261.49 1104.86 1 in 13
Minnesota 454989 1181 0.26 34445 6163 32 0.52 1.35 80677.07 1092.80 1 in 12
Alabama 441170 1728 0.39 69236 6660 3 0.05 1.51 89976.21 1358.30 1 in 11
South Carolina 418325 4536 1.10 96656 6547 68 1.05 1.57 81248.44 1271.58 1 in 12
Colorado 386285 1319 0.34 45035 5505 23 0.42 1.43 67078.09 955.94 1 in 15
Louisiana 383862 3607 0.95 62804 8565 82 0.97 2.23 82572.38 1842.41 1 in 12
Oklahoma 373090 2941 0.79 69018 3279 48 1.49 0.88 94286.77 828.66 1 in 11
Kentucky 346138 1571 0.46 69313 3421 35 1.03 0.99 77476.13 765.72 1 in 13
Maryland 341452 2145 0.63 56133 6865 28 0.41 2.01 56478.68 1135.52 1 in 18
Utah 336405 1516 0.45 52932 1595 13 0.82 0.47 104931.19 497.51 1 in 10
Iowa 313137 515 0.16 28422 4487 1 0.02 1.43 99248.83 1422.16 1 in 10
Washington 300198 0 0.00 44802 4114 0 0.00 1.37 39422.48 540.26 1 in 25
Arkansas 284066 1071 0.38 50591 4606 43 0.94 1.62 94129.38 1526.26 1 in 11
Nevada 270907 1194 0.44 39293 4026 15 0.37 1.49 87952.36 1307.08 1 in 11
Kansas 268908 0 0.00 38789 3587 0 0.00 1.33 92303.13 1231.24 1 in 11
Mississippi 264219 1196 0.45 42158 5772 20 0.35 2.18 88778.82 1939.42 1 in 11
Connecticut 237815 0 0.00 47695 6819 0 0.00 2.87 66702.90 1912.61 1 in 15
Nebraska 187147 293 0.16 18147 1879 0 0.00 1.00 96746.39 971.36 1 in 10
New Mexico 169205 626 0.37 22811 3145 30 0.96 1.86 80695.66 1499.88 1 in 12
Idaho 159506 181 0.11 16999 1669 1 0.06 1.05 89006.82 931.33 1 in 11
Oregon 138168 568 0.41 20423 1880 3 0.16 1.36 32758.80 445.74 1 in 31
West Virginia 115307 555 0.48 24249 1895 23 1.23 1.64 64520.15 1060.35 1 in 15
Rhode Island 109735 0 0.00 21786 2083 0 0.00 1.90 103586.03 1966.28 1 in 10
South Dakota 107148 185 0.17 6616 1705 9 0.53 1.59 121117.85 1927.30 1 in 8
North Dakota 96817 97 0.10 3776 1436 0 0.00 1.48 127046.09 1884.36 1 in 8
Montana 91652 242 0.26 9271 1151 10 0.88 1.26 85754.01 1076.93 1 in 12
Puerto Rico 91028 955 1.06 12859 1773 2 0.11 1.95 28502.42 555.16 1 in 35
Delaware 74575 660 0.89 15091 1041 5 0.48 1.40 76584.26 1069.05 1 in 13
New Hampshire 62337 761 1.24 15887 987 6 0.61 1.58 45845.77 725.89 1 in 22
Alaska 53315 165 0.31 5217 259 0 0.00 0.49 72880.00 354.05 1 in 14
Wyoming 50898 315 0.62 6023 571 0 0.00 1.12 87943.34 986.59 1 in 11
Maine 36598 0 0.00 11006 544 0 0.00 1.49 27226.36 404.70 1 in 37
District of Columbia 35301 224 0.64 5537 872 2 0.23 2.47 50019.20 1235.57 1 in 20
Hawaii 25379 143 0.57 3076 341 6 1.79 1.34 17924.64 240.84 1 in 56
Vermont 11033 125 1.15 3240 170 0 0.00 1.54 17681.40 272.44 1 in 57

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 40285715 3168528 7.87 6472929 739918 11.43 1019576.0
2 Texas 16561140 2250421 13.59 2507430 433535 17.29 571154.9
3 Florida 18397824 1649449 8.97 2377223 284013 11.95 856599.7
4 New York 30543012 1335695 4.37 4693908 311798 6.64 1570047.4
5 Illinois 15409832 1101819 7.15 1927715 121998 6.33 1216070.8
6 Georgia 6208860 866911 13.96 746619 176011 23.57 584780.3
7 Ohio 8777871 864322 9.85 878925 142841 16.25 750945.0
8 Pennsylvania 4362597 807102 18.50 403414 142189 35.25 340774.9
9 Arizona 3350246 722574 21.57 427479 166190 38.88 439959.7
10 North Carolina 8524547 718812 8.43 1391886 153888 11.06 812784.0
11 Tennessee 6289451 708717 11.27 554048 100420 18.12 920428.9
12 New Jersey 9058487 662808 7.32 1256592 117358 9.34 1019848.4
13 Indiana 6738341 611039 9.07 945644 84968 8.99 1000909.4
14 Michigan 9086109 596746 6.57 963534 58625 6.08 909806.7
15 Wisconsin 5990470 581377 9.71 579341 55132 9.52 1028860.1
16 Massachusetts 12967924 500037 3.86 1877000 112375 5.99 1866021.8
17 Virginia 5007050 472447 9.44 641570 108682 16.94 586613.4
18 Missouri 4051388 461912 11.40 360157 49074 13.63 660111.7
19 Minnesota 6052223 454989 7.52 576027 34445 5.98 1073159.2
20 Alabama 2086555 441170 21.14 186485 69236 37.13 425550.9
21 South Carolina 3985112 418325 10.50 723685 96656 13.36 774001.4
22 Colorado 5246911 386285 7.36 744415 45035 6.05 911122.0
23 Louisiana 4815570 383862 7.97 559104 62804 11.23 1035875.1
24 Oklahoma 3063804 373090 12.18 365414 69018 18.89 774280.1
25 Kentucky 3503064 346138 9.88 292260 69313 23.72 784091.4
26 Maryland 6723502 341452 5.08 889376 56133 6.31 1112116.8
27 Utah 2529796 336405 13.30 254958 52932 20.76 789092.1
28 Iowa 1235059 313137 25.35 56963 28422 49.90 391452.2
29 Washington 4373646 300198 6.86 536826 44802 8.35 574354.2
30 Arkansas 2347388 284066 12.10 267600 50591 18.91 777841.0
31 Nevada 2419035 270907 11.20 296242 39293 13.26 785361.2
32 Kansas 1137411 268908 23.64 124905 38789 31.05 390418.3
33 Mississippi 1520334 264219 17.38 170615 42158 24.71 510839.3
34 Connecticut 5453614 237815 4.36 1070253 47695 4.46 1529642.4
35 Nebraska 2021416 187147 9.26 251618 18147 7.21 1044979.1
36 New Mexico 2245108 169205 7.54 238940 22811 9.55 1070715.8
37 Idaho 589629 159506 27.05 41621 16999 40.84 329022.1
38 Oregon 3043792 138168 4.54 391122 20423 5.22 721664.7
39 West Virginia 1860337 115307 6.20 300315 24249 8.07 1040953.5
40 Rhode Island 2363131 109735 4.64 388633 21786 5.61 2230713.6
41 South Dakota 397239 107148 26.97 21284 6616 31.08 449030.6
42 North Dakota 1325891 96817 7.30 34439 3776 10.96 1739872.9
43 Montana 911686 91652 10.05 115890 9271 8.00 853017.2
45 Delaware 1176841 74575 6.34 180745 15091 8.35 1208548.5
46 New Hampshire 1205021 62337 5.17 153967 15887 10.32 886233.2
47 Alaska 1453470 53315 3.67 159633 5217 3.27 1986849.8
48 Wyoming 573868 50898 8.87 72084 6023 8.36 991549.2
49 Maine 1309014 36598 2.80 196210 11006 5.61 973815.1
50 District of Columbia 1048951 35301 3.37 130951 5537 4.23 1486294.7
51 Hawaii 942303 25379 2.69 116347 3076 2.64 665528.4
52 Vermont 847983 11033 1.30 136879 3240 2.37 1358971.1

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 5437998 525274 1375 0.26 9.66 3428 405 53004 26666 5.08
Veneto 3902742 305673 956 0.31 7.83 1796 286 45706 8559 2.80
Piemonte 1943147 217677 619 0.29 11.20 2345 156 13346 8583 3.94
Campania 2331532 214022 1069 0.50 9.18 1448 112 62985 3598 1.68
Emilia-Romagna 2954788 210442 1208 0.58 7.12 2383 219 51357 9119 4.33
Lazio 3151772 197693 1056 0.54 6.27 2544 286 69385 4682 2.37
Toscana 2136472 130859 526 0.40 6.13 636 106 8417 4095 3.13
Sicilia 1604479 129752 875 0.68 8.09 1431 227 47654 3226 2.49
Puglia 1249072 116110 954 0.83 9.30 1391 164 55070 3000 2.58
Liguria 816993 67693 293 0.43 8.29 603 64 4612 3235 4.78
Friuli Venezia Giulia 1093381 64338 505 0.79 5.88 685 61 11756 2243 3.49
Marche 671124 52903 525 1.00 7.88 546 74 8825 1874 3.54
Abruzzo 636872 40889 325 0.80 6.42 430 44 10654 1393 3.41
Sardegna 552759 37051 175 0.47 6.70 464 45 17098 949 2.56
P.A. Bolzano 450531 36601 412 1.14 8.12 226 25 13499 841 2.30
Umbria 585272 34069 247 0.73 5.82 291 47 5112 740 2.17
Calabria 499701 31072 211 0.68 6.22 279 21 10405 566 1.82
P.A. Trento 508616 26217 131 0.50 5.15 207 43 2108 1131 4.31
Basilicata 206206 12842 48 0.38 6.23 81 4 6900 311 2.42
Molise 132219 7899 102 1.31 5.97 50 9 1082 249 3.15
Valle d’Aosta 68359 7737 17 0.22 11.32 45 2 303 401 5.18

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 259647 2244 0.87 5811 47 0.82 2.24 17648.86 394.99 1 in 57
Quebec 253633 1457 0.58 9142 0 0.00 3.60 29707.51 1070.78 1 in 34
Alberta 120793 463 0.38 1549 24 1.57 1.28 27371.18 351.00 1 in 37
British Columbia 63484 0 0.00 1128 0 0.00 1.78 12421.25 220.70 1 in 81
Manitoba 28697 221 0.78 799 2 0.25 2.78 20832.41 580.03 1 in 48
Saskatchewan 22177 260 1.19 253 3 1.20 1.14 18767.57 214.10 1 in 53
Nova Scotia 1570 0 0.00 65 0 0.00 4.14 1606.21 66.50 1 in 623
New Brunswick 1124 20 1.81 13 0 0.00 1.16 1441.04 16.67 1 in 694
Newfoundland and Labrador 398 0 0.00 4 0 0.00 1.01 763.38 7.67 1 in 1310
Nunavut 280 13 4.87 1 0 0.00 0.36 NA NA 1 in NA
Prince Edward Island 110 0 0.00 0 0 NaN 0.00 695.51 0.00 1 in 1438
Yukon 70 0 0.00 1 0 0.00 1.43 1704.08 24.34 1 in 587
Northwest Territories 31 0 0.00 0 0 NaN 0.00 690.36 0.00 1 in 1449
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 76794.01 1281.22 1 in 13
India 7966.94 114.62 1 in 126
Brazil 42257.89 1036.97 1 in 24
Russia 25461.92 473.34 1 in 39
United Kingdom 55055.04 1476.96 1 in 18
France 46455.52 1092.55 1 in 22
Spain 53569.65 1188.19 1 in 19
Italy 40787.25 1413.05 1 in 25
Turkey 30065.65 310.27 1 in 33
Germany 25942.37 631.67 1 in 39
Colombia 41073.67 1046.95 1 in 24
Argentina 42178.07 1057.76 1 in 24
Mexico 13647.21 1158.00 1 in 73
Poland 38847.95 931.10 1 in 26
South Africa 24911.60 720.63 1 in 40
Iran 16916.92 707.04 1 in 59
Ukraine NA NA 1 in NA
Peru 34004.91 1231.21 1 in 29
Indonesia 3747.20 105.44 1 in 267
Netherlands 56004.25 794.30 1 in 18

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1073156 15262 1.42
Maricopa Arizona 449162 6950 1.55
Cook Illinois 444927 9243 2.08
Miami-Dade Florida 358801 4730 1.32
Harris Texas 297629 4013 1.35
San Bernardino California 264457 1667 0.63
Riverside California 258532 2777 1.07
Dallas Texas 246820 2629 1.07
San Diego California 227195 2375 1.05
Orange California 223288 2638 1.18
Clark Nevada 208147 3066 1.47
Tarrant Texas 205329 1991 0.97
Queens New York 166808 7979 4.78
Broward Florida 166058 2034 1.22
Kings New York 163707 8205 5.01
Bexar Texas 160026 2153 1.35
Suffolk New York 135174 2690 1.99
Salt Lake Utah 126604 656 0.52
Nassau New York 121002 2615 2.16
Bronx New York 111672 5336 4.78
El Paso Texas 110125 2048 1.86
Philadelphia Pennsylvania 106132 2798 2.64
Palm Beach Florida 102367 2098 2.05
Franklin Ohio 101705 707 0.70
Milwaukee Wisconsin 101538 1136 1.12
Orange Florida 98491 894 0.91
Santa Clara California 98057 1234 1.26
Middlesex Massachusetts 97870 3036 3.10
Hillsborough Florida 96795 1238 1.28
Pima Arizona 96738 1611 1.67
Wayne Michigan 94689 3928 4.15
Hennepin Minnesota 94378 1502 1.59
Kern California 90213 590 0.65
Westchester New York 89225 1846 2.07
Cuyahoga Ohio 86066 1145 1.33
Fresno California 85274 1043 1.22
Marion Indiana 84435 1336 1.58
Sacramento California 83408 1157 1.39
Utah Utah 82044 273 0.33
Mecklenburg North Carolina 81875 719 0.88
St. Louis Missouri 81147 1628 2.01
New York New York 79916 3502 4.38
Gwinnett Georgia 79103 700 0.88
Shelby Tennessee 78795 1178 1.50
Duval Florida 78492 873 1.11
King Washington 75433 1203 1.59
Essex Massachusetts 74753 1908 2.55
Fulton Georgia 73780 907 1.23
Davidson Tennessee 73045 693 0.95
Oklahoma Oklahoma 72550 539 0.74
Providence Rhode Island 71172 1533 2.15
DuPage Illinois 70890 1168 1.65
Alameda California 70334 894 1.27
Fairfield Connecticut 69065 1886 2.73
Oakland Michigan 68958 1866 2.71
Suffolk Massachusetts 68799 1525 2.22
Collin Texas 68108 531 0.78
Allegheny Pennsylvania 67095 1430 2.13
Ventura California 65581 507 0.77
Prince George’s Maryland 65562 1205 1.84
Travis Texas 64963 681 1.05
Jefferson Alabama 64681 1007 1.56
Hamilton Ohio 64392 448 0.70
Bergen New Jersey 64044 2434 3.80
Jefferson Kentucky 63279 642 1.01
Essex New Jersey 61919 2506 4.05
Tulsa Oklahoma 61145 541 0.88
Wake North Carolina 61106 413 0.68
Middlesex New Jersey 60635 1865 3.08
Hidalgo Texas 60213 2361 3.92
New Haven Connecticut 60085 1738 2.89
Hartford Connecticut 60027 2048 3.41
Douglas Nebraska 60026 565 0.94
Will Illinois 59768 888 1.49
San Joaquin California 59395 808 1.36
Cobb Georgia 59345 692 1.17
Hudson New Jersey 58640 1830 3.12
Pinellas Florida 56935 1224 2.15
Worcester Massachusetts 56824 1780 3.13
Montgomery Maryland 56729 1275 2.25
Fairfax Virginia 56475 752 1.33
Contra Costa California 54951 489 0.89
Macomb Michigan 54764 1817 3.32
Lake Illinois 54700 921 1.68
Denver Colorado 54528 727 1.33
Erie New York 54502 1412 2.59
Greenville South Carolina 52806 654 1.24
Lee Florida 50625 772 1.52
Denton Texas 49816 466 0.94
Passaic New Jersey 49500 1563 3.16
Union New Jersey 49404 1644 3.33
DeKalb Georgia 48857 607 1.24
Kent Michigan 48320 636 1.32
Sedgwick Kansas 48224 499 1.03
Polk Florida 48119 929 1.93
Johnson Kansas 47897 625 1.30
Bristol Massachusetts 47838 1283 2.68
Bernalillo New Mexico 47727 741 1.55
Richmond New York 47253 1408 2.98
Ocean New Jersey 47232 1601 3.39

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc